Genome-wide large-scale multi-trait analysis characterizes global patterns of pleiotropy and unique trait-specific variants

被引:0
作者
Qi, Guanghao [1 ]
Chhetri, Surya B. [2 ,3 ]
Ray, Debashree [4 ,5 ]
Dutta, Diptavo [6 ]
Battle, Alexis [2 ,7 ,8 ]
Bhattacharjee, Samsiddhi [9 ]
Chatterjee, Nilanjan [5 ,10 ]
机构
[1] Univ Washington, Sch Publ Hlth, Dept Biostat, Seattle, WA 98115 USA
[2] Johns Hopkins Univ, Whiting Sch Engn, Dept Biomed Engn, Baltimore, MD USA
[3] Johns Hopkins Univ, Ctr Computat Biol, Baltimore, MD 21218 USA
[4] Johns Hopkins Univ, Bloomberg Sch Publ Hlth, Dept Epidemiol, Baltimore, MD USA
[5] Johns Hopkins Univ, Bloomberg Sch Publ Hlth, Dept Biostat, Baltimore, MD 21218 USA
[6] NCI, Div Canc Epidemiol & Genet, Rockville, MD USA
[7] Johns Hopkins Univ, Whiting Sch Engn, Dept Comp Sci, Baltimore, MD USA
[8] Johns Hopkins Univ, Sch Med, Dept Genet Med, Baltimore, MD USA
[9] Natl Inst Biomed Genom BRIC NIBMG, Biotechnol Res Innovat Council, Kalyani, India
[10] Johns Hopkins Univ, Sch Med, Dept Oncol, Baltimore, MD 21218 USA
关键词
COMPLEX TRAITS; MENDELIAN RANDOMIZATION; ALZHEIMER-DISEASE; CELL-TYPES; ASSOCIATION; METAANALYSIS; TAU;
D O I
10.1038/s41467-024-51075-5
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Genome-wide association studies (GWAS) have found widespread evidence of pleiotropy, but characterization of global patterns of pleiotropy remain highly incomplete due to insufficient power of current approaches. We develop fastASSET, a method that allows efficient detection of variant-level pleiotropic association across many traits. We analyze GWAS summary statistics of 116 complex traits of diverse types collected from the GRASP repository and large GWAS Consortia. We identify 2293 independent loci and find that the lead variants in nearly all these loci (similar to 99%) to be associated with >= 2 traits (median = 6). We observe that degree of pleiotropy estimated from our study predicts that observed in the UK Biobank for a much larger number of traits (K = 4114) (correlation = 0.43, p-value <2.2x10(-16)). Follow-up analyzes of 21 trait-specific variants indicate their link to the expression in trait-related tissues for a small number of genes involved in relevant biological processes. Our findings provide deeper insight into the nature of pleiotropy and leads to identification of highly trait-specific susceptibility variants.
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页数:18
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